Emmanuel Vazquez

Publications :

• Communication on a congress - 77 documents
• • Aurélien Pion, Emmanuel Vazquez. Gaussian process interpolation with conformal prediction: methods and comparative analysis, 2024-09-22. (https://centralesupelec.hal.science/hal-04634707v1)
  • Romain Ait Abdelmalek-Lomenech, Julien Bect, Vincent Chabridon, Emmanuel Vazquez. Estimation of Small Quantile Sets Using a Sequential Bayesian Strategy, 2024-02-27. (https://hal.science/hal-04501097v1)
  • Hoang Van Do, Emmanuel Vazquez, Tran Quoc Long. Scalable Gaussian Process for Large Datasets, 2024-02-26. (https://hal.science/hal-04723966v1)
  • Trung Kien Tran, Quoc Long Tran, Emmanuel Vazquez, Merlin Keller, Kaniav Kamary. Multi-output Gaussian process for river water height estimation, 2024-02-26. (https://hal.science/hal-04723963v1)
  • Subhasish Basak, Janushan Christy, Laurent Guillier, Frédérique Audiat-Perrin, Moez Sanaa, Fanny Tenenhaus-Aziza, Julien Bect, Emmanuel Vazquez. Minimizing the risk of foodborne illness and analytical costs using a QMRA model for raw milk cheeses, 2023-06-13. (https://centralesupelec.hal.science/hal-04371085v1)
  • Boris Kratz, Pierre Jehel, Maxime Tatin, Emmanuel Vazquez. Kriging metamodels for 2D finite element simulations of the settlements induced by TBM excavation in urban areas, 2023-05-23. (https://hal.science/hal-03871627v1)
  • Subhasish Basak, Julien Bect, Laurent Guillier, Fanny Tenenhaus-Aziza, Emmanuel Vazquez. Bayesian multi-objective optimization for stochastic simulators, 2023-04-03. (https://centralesupelec.hal.science/hal-04322680v1)
  • Subhasish Basak, Julien Bect, Emmanuel Vazquez. Integration of bounded monotone functions: Revisiting the nonsequential case, with a focus on unbiased Monte Carlo (randomized) methods, 2022-06-13. (https://centralesupelec.hal.science/hal-03591555v2)
  • Sébastien Petit, Julien Bect, Emmanuel Vazquez. Relaxed Gaussian process interpolation: a goal-oriented approach to Bayesian optimization, 2022-06-07. (https://centralesupelec.hal.science/hal-03715755v1)
  • Romain Ait Abdelmalek-Lomenech, Julien Bect, Emmanuel Vazquez. Reliability-based inversion: Stepwise uncertainty reduction strategies?, 2022-04-12. (https://centralesupelec.hal.science/hal-03694921v1)
  • Subhasish Basak, Sébastien Petit, Julien Bect, Emmanuel Vazquez. Numerical issues in maximum likelihood parameter estimation for Gaussian process interpolation, 2021-10-04. (https://centralesupelec.hal.science/hal-03119528v2)
  • Bruno Barracosa, Juliette Morin, Héloïse Dutrieux Baraffe, Julien Bect, Emmanuel Vazquez, Josselin Fournel. A Bayesian approach for the optimal integration of renewable energy sources in distribution networks over multi-year horizons, 2021-09-20. (https://centralesupelec.hal.science/hal-03158700v1)
  • Sébastien Petit, Julien Bect, Sébastien da Veiga, Paul Feliot, Emmanuel Vazquez. Towards new cross-validation-based estimators for Gaussian process regression: efficient adjoint computation of gradients, 2021-05-25. (https://centralesupelec.hal.science/hal-02490981v2)
  • Bruno Barracosa, Julien Bect, Héloïse Dutrieux Baraffe, Juliette Morin, Josselin Fournel, Emmanuel Vazquez. Extension of the Pareto Active Learning Method to Multi-Objective Optimization for Stochastic Simulators, 2021-03-11. (https://centralesupelec.hal.science/hal-03170038v1)
  • Bruno Barracosa, Julien Bect, Héloïse Dutrieux Baraffe, Juliette Morin, Josselin Fournel, Emmanuel Vazquez. Extension of the Pareto Active Learning method to multi-objective optimization for stochastic simulators, 2021-03-01. (https://centralesupelec.hal.science/hal-03096610v1)
  • Julien Bect, Souleymane Zio, Guillaume Perrin, Claire Cannamela, Emmanuel Vazquez. On the quantification of discretization uncertainty: comparison of two paradigms, 2021-01-11. (https://centralesupelec.hal.science/hal-03096722v1)
  • Bruno Barracosa, Julien Bect, Héloïse Baraffe, Juliette Morin, Gilles Malarange, Emmanuel Vazquez. Bayesian multi-objective optimization with noisy evaluations using the Knowledge Gradient, 2019-12-03. (https://centralesupelec.hal.science/hal-02475345v1)
  • Paul Feliot, Julien Bect, Emmanuel Vazquez. User preferences in Bayesian multi-objective optimization: the expected weighted hypervolume improvement criterion, 2018-09-13. (https://centralesupelec.hal.science/hal-01874519v1)
  • Rémi Stroh, Julien Bect, Séverine Demeyer, Nicolas Fischer, Damien Marquis, Emmanuel Vazquez. Planification d’expériences numériques en multi-fidélité, appliquée à la sécurité en ingénierie incendie, 2018-05-28. (https://centralesupelec.hal.science/hal-03097096v1)
  • Emmanuel Vazquez, Julien Bect. Bayesian Subset Simulation Tutorial, 2018-04-16. (https://centralesupelec.hal.science/hal-02299402v1)
  • Paul Feliot, Julien Bect, Emmanuel Vazquez. User preferences in Bayesian multi-objective optimization, 2017-11-13. (https://centralesupelec.hal.science/hal-03113483v1)
  • Rémi Stroh, Julien Bect, Séverine Demeyer, Nicolas Fischer, Emmanuel Vazquez. Integrating hyper-parameter uncertainties in a multi-fidelity Bayesian model for the estimation of a probability of failure, 2017-08-29. (https://centralesupelec.hal.science/hal-01590748v1)
  • Rémi Stroh, Séverine Demeyer, Nicolas Fischer, Julien Bect, Emmanuel Vazquez. Sequential design of experiments to estimate a probability of exceeding a threshold in a multi-fidelity stochastic simulator, 2017-07-16. (https://centralesupelec.hal.science/hal-01569037v1)
  • Rémi Stroh, Julien Bect, Emmanuel Vazquez, Séverine Demeyer, Nicolas Fischer. Sequential design of experiment on a stochastic multi-fidelity simulator to estimate a probability of exceeding a threshold, 2017-03-22. (https://centralesupelec.hal.science/hal-01569604v1)
  • Paul Feliot, Yves Le Guennec, Julien Bect, Emmanuel Vazquez. Design of a commercial aircraft environment control system using Bayesian optimization techniques, 2016-06-19. (https://centralesupelec.hal.science/hal-01377722v1)
  • Rémi Stroh, Julien Bect, Séverine Demeyer, Nicolas Fischer, Emmanuel Vazquez. Gaussian process modeling for stochastic multi-fidelity simulators, with application to fire safety, 2016-05-30. (https://centralesupelec.hal.science/hal-01312988v1)
  • Julien Bect, Roman Sueur, Emmanuel Vazquez. Bias and Variance in the Bayesian Subset Simulation Algorithm, 2016-04-05. (https://centralesupelec.hal.science/hal-01377732v1)
  • Paul Feliot, Julien Bect, Emmanuel Vazquez. BMOO: a Bayesian Multi-Objective Optimization algorithm, 2016-03-23. (https://centralesupelec.hal.science/hal-01377761v1)
  • Rémi Stroh, Julien Bect, Emmanuel Vazquez, Séverine Demeyer, Nicolas Fischer, Marquis Damien. Planification et analyse d’expériences numériques, appliquées à la sécurité en ingénierie incendie, 2016-01-28. (https://centralesupelec.hal.science/hal-01377795v1)
  • Héloïse Dutrieux, Ivana Aleksovska, Julien Bect, Emmanuel Vazquez, Delille Gauthier, Bruno Francois. The Informational Approach to Global Optimization in presence of very noisy evaluation results. Application to the optimization of renewable energy integration strategies, 2015-06-01. (https://hal.science/hal-01163565v1)
  • Julien Bect, Roman Sueur, Alexis Gérossier, Loïc Mongellaz, Sébastien Petit, Emmanuel Vazquez. Échantillonnage préférentiel et méta-modèles : méthodes bayésiennes optimale et défensive, 2015-06-01. (https://hal.science/hal-01163632v1)
  • Paul Feliot, Julien Bect, Emmanuel Vazquez. A Bayesian approach to constrained multi-objective optimization of expensive-to-evaluate functions, 2015-02-22. (https://centralesupelec.hal.science/hal-01322564v1)
  • Paul Feliot, Julien Bect, Emmanuel Vazquez. A Bayesian Approach to Constrained Multi-objective Optimization, 2015-01-12. (https://hal.science/hal-01170137v1)
  • Paul Feliot, Julien Bect, Emmanuel Vazquez. A Bayesian subset simulation approach to constrained global optimization of expensive-to-evaluate black-box functions, 2014-10-28. (https://centralesupelec.hal.science/hal-01078397v2)
  • Julien Bect, Nicolas Bousquet, Bertrand Iooss, Shijie Liu, Alice Mabille, Anne-Laure Popelin, Thibault Rivière, Rémi Stroh, Roman Sueur, Emmanuel Vazquez. Quantification et réduction de l'incertitude concernant les propriétés de monotonie d'un code de calcul coûteux à évaluer, 2014-06-02. (https://centralesupelec.hal.science/hal-01057322v1)
  • Benoit Jan, Julien Bect, Emmanuel Vazquez. Fully Bayesian approach for the estimation of (first-order) Sobol indices, 2013-07-01. (https://centralesupelec.hal.science/hal-00846727v1)
  • Benoit Jan, Julien Bect, Emmanuel Vazquez, Pierre Lefranc. Approche bayésienne pour l'estimation d'indices de Sobol, 2013-05-27. (https://centralesupelec.hal.science/hal-00846747v1)
  • Julien Bect, Emmanuel Vazquez. Bayes-optimal importance sampling for computer experiments, 2013-05-21. (https://centralesupelec.hal.science/hal-00933660v1)
  • Nicolas Fischer, Eric Georgin, Amine Ismail, Emmanuel Vazquez, Laurent Le Brusquet. A nonparametric model for sensors used in a dynamic context, 2012-10. (https://centralesupelec.hal.science/hal-00756461v1)
  • Ling Li, Julien Bect, Emmanuel Vazquez. Bayesian Subset Simulation: a kriging-based subset simulation algorithm for the estimation of small probabilities of failure, 2012-06-25. (https://centralesupelec.hal.science/hal-00715316v1)
  • Romain Benassi, Julien Bect, Emmanuel Vazquez. Optimisation bayésienne par méthodes SMC, 2012-05-21. (https://hal.science/hal-00690675v1)
  • Romain Benassi, Julien Bect, Emmanuel Vazquez. Optimisation bayésienne par méthodes SMC, 2012-03-21. (https://centralesupelec.hal.science/hal-00669170v1)
  • Romain Benassi, Julien Bect, Emmanuel Vazquez. Bayesian optimization using sequential Monte Carlo, 2012-01-16. (https://centralesupelec.hal.science/hal-00717195v1)
  • Emmanuel Vazquez, Julien Bect. Sequential search based on Kriging: convergence analysis of some algorithms, 2011-08-21. (https://centralesupelec.hal.science/hal-00643159v1)
  • Ling Li, Julien Bect, Emmanuel Vazquez. A numerical comparison of kriging-based sequential strategies for estimating a probability of failure, 2011-08-01. (https://centralesupelec.hal.science/hal-00639430v1)
  • Romain Benassi, Julien Bect, Emmanuel Vazquez. Robust Gaussian process-based global optimization using a fully Bayesian expected improvement criterion, 2011-01-17. (https://centralesupelec.hal.science/hal-00607816v1)
  • Ling Li, Julien Bect, Emmanuel Vazquez. A numerical comparison of two sequential kriging-based algorithms to estimate a probability of failure, 2010-07. (https://centralesupelec.hal.science/hal-00482541v1)
  • Aimad El Habachi, Emmanuelle Conil, Abdehamid Hadjem, A. Gati, Emmanuel Vazquez, Gilles Fleury, Joe Wiart. Bayesian experiment planning applied to numerical dosimetry, 2010-06. (https://centralesupelec.hal.science/hal-00524205v1)
  • Aimad El Habachi, Emmanuelle Conil, Abdelhamid Hadjem, Emmanuel Vazquez, A. Gati, M.F. Wong, Gilles Fleury, Joe Wiart, Jessica Carette. Multidimensional collocation stochastic method to evaluate the Whole Specific Absorption Rate for a given population, 2010-06. (https://centralesupelec.hal.science/hal-00524214v1)
  • Emmanuel Vazquez, Julien Bect. Pointwise consistency of the kriging predictor with known mean and covariance functions, 2010-06. (https://hal.science/hal-00440827v1)
  • Julien Bect, Ling Li, Emmanuel Vazquez. Planification séquentielle pour l'estimation de probabilités de défaillance, 2010-05. (https://centralesupelec.hal.science/hal-00482518v1)
  • Aimad El Habachi, Emmanuelle Conil, Emmanuel Vazquez, Abdelhamid Hadjem, A. Gati, M.F. Wong, Gilles Fleury, Joe Wiart. Plan d'expériences séquentiel appliqué à la dosimétrie numérique, 2010-04. (https://centralesupelec.hal.science/hal-00524199v1)
  • Romain Benassi, Julien Bect, Emmanuel Vazquez. Étude d'un nouveau critère d'optimisation bayésienne, 2010-03. (https://centralesupelec.hal.science/hal-00482544v1)
  • Aurélie Arnaud, Julien Bect, Mathieu Couplet, Alberto Pasanisi, Emmanuel Vazquez. Évaluation d'un risque d'inondation fluviale par planification séquentielle d'expériences, 2010. (https://inria.hal.science/inria-00494767v1)
  • Sandor Bilicz, Emmanuel Vazquez, Szabolcs Gyimothy, Jozsef Pavo, Marc Lambert. Kriging for eddy-current testing problems, 2009-11-22. (https://hal.science/hal-00438557v2)
  • Sandor Bilicz, Emmanuel Vazquez, Szabolcs Gyimothy, Marc Lambert. Génération et analyse optimale de bases de données, 2009-10-21. (https://hal.science/hal-00441759v1)
  • S. Bilicz, Marc Lambert, Emmanuel Vazquez, S. Gyimothy. A new database generation method combining maximin method and kriging prediction for eddy-current testing, 2009-07-21. (https://hal.science/hal-00365368v1)
  • S. Bilicz, Emmanuel Vazquez, Marc Lambert, S. Gyimothy, J. Pavo. The ``Expected Improvement'' global optimization algorithm for the solution of eddy-current testing inverse problems, 2009-07-21. (https://hal.science/hal-00365339v1)
  • Sandor Bilicz, Emmanuel Vazquez, Jozsef Pavo, Marc Lambert, Szabolcs Gyimothy. Eddy-current testing with the Expected Improvement optimization algorithm, 2009-07-06. (https://hal.science/hal-00446202v2)
  • Emmanuel Vazquez, Julien Bect. A sequential Bayesian algorithm to estimate a probability of failure, 2009-07-06. (https://centralesupelec.hal.science/hal-00368158v2)
  • Julien Villemonteix, Emmanuel Vazquez, Eric Walter. Bayesian optimization for parameter identification on a small simulation budget, 2009-07-06. (https://centralesupelec.hal.science/hal-00368152v1)
  • Sandor Bilicz, Marc Lambert, Emmanuel Vazquez, Szabolcs Gyimothy. Combination of Maximin and Kriging Prediction Methods for Eddy-Current Testing Database Generation, 2009-06-15. (https://hal.science/hal-00447736v1)
  • Aimad El Habachi, Emmanuelle Conil, Abdehamid Hadjem, Emmanuel Vazquez, Gilles Fleury, Joe Wiart. Identification of factors influencing the Whole Body Absorption Rate using statistical analysis, 2009-06. (https://centralesupelec.hal.science/hal-00422239v1)
  • Aimad El Habachi, Emmanuelle Conil, Gilles Fleury, Emmanuel Vazquez, Abdelhamid Hadjem, Man Fai Wong, Joe Wiart. Analyse statistique de la puissance absorbée par le corps entier en radiofréquence, 2009-05. (https://centralesupelec.hal.science/hal-00422283v1)
  • Aimad El Habachi, Emmanuelle Conil, Abdehamid Hadjem, Emmanuel Vazquez, Gilles Fleury, Joe Wiart. Identification des facteurs morphologiques impactant le Débit d'Absorption Spécifique du Corps Entier, 2009-04. (https://centralesupelec.hal.science/hal-00422245v1)
  • Sylvain Vinet, Emmanuel Vazquez. Identification boîte noire et simulation de systèmes non-linéaires à temps continu par prédiction linéaire de processus aléatoires, 2008-09. (https://centralesupelec.hal.science/hal-00273818v1)
  • S. Bilicz, Emmanuel Vazquez, Marc Lambert, S. Gyimothy, J. Pavo. Characterization of a 3D defect using the Expected Improvement algorithm, 2008-09. (https://centralesupelec.hal.science/hal-01104089v2)
  • Sylvain Vinet, Emmanuel Vazquez. Black-box identification and simulation of continuous-time nonlinear systems with random processes, 2008-07. (https://centralesupelec.hal.science/hal-00270274v1)
  • Cecile Germain-Renaud, Emmanuel Vazquez, David Colling. Towards a statistical model of EGEE load, 2008-02. (https://inria.hal.science/inria-00289568v1)
  • Julien Villemonteix, Emmanuel Vazquez, Eric Walter. Identification of expensive-to-simulate parametric models using Kriging and Stepwise Uncertainty Reduction, 2007-12. (https://centralesupelec.hal.science/hal-00252148v1)
  • Emmanuel Vazquez, Miguel Piera-Martinez. Estimation du volume des ensembles d'excursion d'un processus Gaussien par Krigeage intrinsèque, 2007-06. (https://centralesupelec.hal.science/hal-00256148v1)
  • Julien Villemonteix, Emmanuel Vazquez, Maryan Sidorkiewicz, Eric Walter. Gradient-based IAGO strategy for the global optimization of expensive-to-evaluate functions and application to intake-port design, 2007-06. (https://centralesupelec.hal.science/hal-00257724v1)
  • José Egea, Emmanuel Vazquez, Julio Banga, Rafael Marti. Improved scatter search for the global optimization of computationally expensive dynamic models, 2007. (https://centralesupelec.hal.science/hal-00259278v1)
  • Miguel Piera-Martinez, Emmanuel Vazquez, Eric Walter, Gilles Fleury. RKHS classification for multivariate extreme-value analysis, 2007. (https://hal.science/hal-00216153v1)
  • Miguel Piera-Martinez, Emmanuel Vazquez, Gilles Fleury, Eric Walter. Application de la classification à vecteurs de support pour l'estimation de quantiles multidimensionnels extrêmes, 2006-05. (https://centralesupelec.hal.science/hal-00279071v1)
  • Miguel Piera-Martinez, Emmanuel Vazquez, Eric Walter, Gilles Fleury, Richard Kielbasa. Estimation of extreme values, with application to uncertain systems, 2006-03. (https://centralesupelec.hal.science/hal-00257754v1)
  • Emmanuel Vazquez, Eric Walter. Estimating derivatives and integrals with Kriging, 2005-12-12. (https://hal.science/hal-00369893v1)
• Pre-submission / Working document - 4 documents
• • Romain Ait Abdelmalek-Lomenech, Julien Bect, Vincent Chabridon, Emmanuel Vazquez. Bayesian sequential design of computer experiments for quantile set inversion, 2024-08-19. (https://centralesupelec.hal.science/hal-03835704v6)
  • Sébastien J Petit, Julien Bect, Emmanuel Vazquez. Relaxed Gaussian process interpolation: a goal-oriented approach to Bayesian optimization, 2022-07-21. (https://hal.science/hal-03686949v2)
  • Bruno Barracosa, Julien Bect, Héloïse Dutrieux Baraffe, Juliette Morin, Josselin Fournel, Emmanuel Vazquez. Bayesian multi-objective optimization for stochastic simulators: an extension of the Pareto Active Learning method, 2022-07-19. (https://centralesupelec.hal.science/hal-03714535v2)
  • Julien Villemonteix, Emmanuel Vazquez, Maryan Sidorkiewicz, Eric Walter. Global optimization of expensive-to-evaluate functions: an empirical comparison of two sampling criteria, 2008-01-16. (https://hal.science/hal-00205120v1)
• Article in a review - 18 documents
• • Subhasish Basak, Janushan Christy, Laurent Guillier, Frédérique Audiat-Perrin, Moez Sanaa, Fanny Tenenhaus-Aziza, Julien Bect, Emmanuel Vazquez. Quantitative risk assessment of Haemolytic and Uremic Syndrome (HUS) from consumption of raw milk soft cheese, 2024-03-06. (https://anses.hal.science/anses-04578958v1)
  • Sébastien Petit, Julien Bect, Paul Feliot, Emmanuel Vazquez. Parameter selection in Gaussian process interpolation: An empirical study of selection criteria, 2023-12-04. (https://centralesupelec.hal.science/hal-03285513v5)
  • Rémi Stroh, Julien Bect, Séverine Demeyer, Nicolas Fischer, Damien Marquis, Emmanuel Vazquez. Sequential design of multi-fidelity computer experiments: maximizing the rate of stepwise uncertainty reduction, 2022. (https://centralesupelec.hal.science/hal-02902333v3)
  • Julien Bect, Ling Li, Emmanuel Vazquez. Bayesian subset simulation, 2017-08-08. (https://hal.science/hal-01253706v4)
  • Rémi Stroh, Julien Bect, Séverine Demeyer, Nicolas Fischer, Damien Marquis, Emmanuel Vazquez. Assessing fire safety using complex numerical models with a Bayesian multi-fidelity approach, 2017-07. (https://centralesupelec.hal.science/hal-01568843v2)
  • Paul Feliot, Julien Bect, Emmanuel Vazquez. A Bayesian approach to constrained single- and multi-objective optimization, 2017-01. (https://hal.science/hal-01207679v3)
  • Clément Chevalier, Julien Bect, David Ginsbourger, Emmanuel Vazquez, Victor Picheny, Yann Richet. Fast parallel kriging-based stepwise uncertainty reduction with application to the identification of an excursion set, 2014. (https://hal.science/hal-00641108v2)
  • Julien Bect, David Ginsbourger, Ling Li, Victor Picheny, Emmanuel Vazquez. Sequential design of computer experiments for the estimation of a probability of failure, 2012. (https://centralesupelec.hal.science/hal-00689580v1)
  • Sandor Bilicz, Marc Lambert, Emmanuel Vazquez, Szabolcs Gyimothy. Combination of maximin and kriging prediction methods for eddy-current testing database generation, 2010-11-18. (https://hal.science/hal-00561240v1)
  • Emmanuel Vazquez, Julien Bect. Convergence properties of the expected improvement algorithm with fixed mean and covariance functions, 2010-11. (https://centralesupelec.hal.science/hal-00217562v1)
  • Sandor Bilicz, Emmanuel Vazquez, Szabolcs Gyimothy, Jozsef Pavo, Marc Lambert. Kriging for Eddy-Current Testing Problems, 2010-07-19. (https://hal.science/hal-00505001v1)
  • Aimad El Habachi, Emmanuelle Conil, Abdelhamid Hadjem, Emmanuel Vazquez, M.F. Wong, A. Gati, Gilles Fleury, Joe Wiart. Statistical Analysis of the Whole Body Absorption Depending on Anatomical Human Characteristics at the Frequency of 2.1 GHz, 2010-03. (https://centralesupelec.hal.science/hal-00464296v1)
  • Sandor Bilicz, Emmanuel Vazquez, Marc Lambert, Szabolcs Gyimothy, Jozsef Pavo. Characterization of a 3D defect using the Expected Improvement algorithm, 2009-07-01. (https://hal.science/hal-00381468v1)
  • José Egea, Emmanuel Vazquez, Julio Banga, Rafael Marti. Improved scatter search for the global optimization of computationally expensive dynamic models, 2009-03-01. (https://hal.science/hal-00446227v1)
  • Julien Villemonteix, Emmanuel Vazquez, Maryan Sidorkiewicz, Eric Walter. Global optimization of expensive-to-evaluate functions: an empirical comparison of two sampling criteria, 2009-03. (https://centralesupelec.hal.science/hal-00354656v2)
  • Julien Villemonteix, Emmanuel Vazquez, Eric Walter. An informational approach to the global optimization of expensive-to-evaluate functions, 2009. (https://centralesupelec.hal.science/hal-00354262v2)
  • Emmanuel Vazquez, Julien Villemonteix, Maryan Sidorkiewicz, Eric Walter. Global optimization based on noisy evaluations: an empirical study of two statistical approaches, 2008-11-01. (https://centralesupelec.hal.science/hal-00278188v2)
  • Emmanuel Vazquez, Gilles Fleury, Eric Walter. Kriging for indirect measurement, with application to flow measurement, 2006. (https://centralesupelec.hal.science/hal-00257729v1)
• SOFTWARE - 1 document
• • Julien Bect, Emmanuel Vazquez. STK: a Small (Matlab/Octave) Toolbox for Kriging, 2023-07-01. (https://centralesupelec.hal.science/hal-04480172v1)
• POSTER - 12 documents
• • Boris Kratz, Pierre Jehel, Maxime Tatin, Emmanuel Vazquez. Optimizing TBM Parameters through Surface Settlement Monitoring Using Surrogate Modelling Approach, 2023-06-23. (https://hal.science/hal-04191585v1)
  • Romain Ait Abdelmalek-Lomenech, Julien Bect, Vincent Chabridon, Emmanuel Vazquez. Estimation of (small) reliable sets using a sequential Bayesian strategy, 2023-04-03. (https://centralesupelec.hal.science/hal-04370899v1)
  • Mouhammed Achhab, Emmanuelle Baudry, Didier Clouteau, R El Mesri, Amélie Fau, Hugo Gabrielidis, Filippo Gatti, Fabrice Gatuingt, Pierre-Etienne Gautier, Cédric Giry, Céline Hudelot, Pierre Jehel, Fernando Lopez-Caballero, É Massoulié, Gianluca Quercini, Emmanuel Vazquez, Frédéric Ragueneau, Stéphane Vialle. MINERVE - Un jumeau numérique pour gérer l'infrastructure ferroviaire, 2023-02-09. (https://hal.science/hal-03999654v1)
  • Subhasish Basak, Julien Bect, Laurent Guillier, Fanny Tenenhaus-Aziza, Janushan Christy, Emmanuel Vazquez. Quantitative risk assessment and optimization of process intervention parameters for French raw milk soft cheese, 2022-09-21. (https://centralesupelec.hal.science/hal-04017197v1)
  • Subhasish Basak, Julien Bect, Laurent Guillier, Fanny Tenenhaus-Aziza, Janushan Christy, Emmanuel Vazquez. Bayesian multi-objective optimization for quantitative risk assessment in microbiology, 2022-06-07. (https://hal.science/hal-03715857v1)
  • Romain Ait Abdelmalek-Lomenech, Julien Bect, Emmanuel Vazquez. Sequential Bayesian inversion of black-box functions in presence of uncertainties, 2022-06-07. (https://centralesupelec.hal.science/hal-03694867v1)
  • Sébastien Petit, Julien Bect, Paul Feliot, Emmanuel Vazquez. Gaussian process model selection for computer experiments, 2020-09-17. (https://centralesupelec.hal.science/hal-03018559v1)
  • Bruno Barracosa, Julien Bect, Héloïse Dutrieux Baraffe, Juliette Morin, Josselin Fournel, Emmanuel Vazquez. Bayesian multi-objective optimization with noisy evaluations, 2020-09-17. (https://centralesupelec.hal.science/hal-03022267v1)
  • Bruno Barracosa, Héloïse Baraffe, Julien Bect, Gilles Malarange, Juliette Morin, Emmanuel Vazquez. Optimisation of multi-year planning strategies to better integrate renewable energies and new electricity uses in the distribution grid, 2019-03-18. (https://centralesupelec.hal.science/hal-02481410v1)
  • Rémi Stroh, Julien Bect, Séverine Demeyer, Nicolas Fischer, Emmanuel Vazquez. Design and analysis of multi-level numerical experiments, with application to fire safety, 2016-03-23. (https://centralesupelec.hal.science/hal-01331171v1)
  • Paul Feliot, Julien Bect, Emmanuel Vazquez. A Bayesian approach to constrained multi-objective optimization, 2015-04-08. (https://centralesupelec.hal.science/hal-01323031v1)
  • Julien Bect, Nicolas Bousquet, Bertrand Iooss, Shijie Liu, Alice Mabille, Anne-Laure Popelin, Thibault Rivière, Rémi Stroh, Roman Sueur, Emmanuel Vazquez. Uncertainty quantification and reduction for the monotonicity properties of expensive-to-evaluate computer models, 2014-07-28. (https://centralesupelec.hal.science/hal-01103724v1)
• Work chapter - 2 documents
• • R. Stroh, Julien Bect, S. Demeyer, N. Fischer, Emmanuel Vazquez. Integrating hyper-parameter uncertainties in a multi-fidelity Bayesian model for the estimation of a probability of failure, 2018-12-17. (https://centralesupelec.hal.science/hal-04490455v1)
  • Sandor Bilicz, Marc Lambert, Emmanuel Vazquez, Szabolcs Gyimothy. A new database generation method combining maximin method and kriging prediction for eddy-current testing, 2010-05-01. (https://hal.science/hal-00504952v1)
• LECTURE - 1 document
• • Julien Bect, Emmanuel Vazquez. Bayesian Optimization, 2017-07-03. (https://cel.hal.science/hal-03277561v1)
• Other submission - 1 document
• • Paul Feliot, Julien Bect, Emmanuel Vazquez. Bayesian multi-objective optimization with constraints: Application to the design of a commercial aircraft environment control system, 2016-05-13. (https://centralesupelec.hal.science/hal-01323028v1)
• HDR - 1 document
• • Emmanuel Vazquez. Sequential search strategies based on kriging, 2015-07-15. (https://theses.hal.science/tel-01266334v1)
• Dissertation - 1 document
• • Emmanuel Vazquez. Modélisation comportementale de systèmes non-linéaires multivariables par méthodes à noyaux et applications, 2005-05-12. (https://theses.hal.science/tel-00010199v1)